{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9a22fc24",
   "metadata": {},
   "source": [
    "# 任务背景：股票价格数据平滑分析\n",
    "\n",
    "场景描述\n",
    "\n",
    "你是一家金融科技公司的数据分析师，公司正在开发一个股票价格分析工具。客户反映原始股价数据波动太大，难以观察长期趋势。你的任务是对某支股票的日收盘价数据进行均值平滑处理，以便更好地展示价格走势。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4219737f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据前5行：\n",
      "        Date  Close_Price\n",
      "0 2024-01-01   101.490142\n",
      "1 2024-01-02   100.274862\n",
      "2 2024-01-03   103.322376\n",
      "3 2024-01-04   106.638055\n",
      "4 2024-01-05   102.056161\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 模拟某支股票30天的收盘价数据（包含随机波动）\n",
    "np.random.seed(42)\n",
    "dates = pd.date_range('2024-01-01', periods=30, freq='D')\n",
    "base_trend = np.linspace(100, 120, 30)  # 基础上涨趋势\n",
    "noise = np.random.normal(0, 3, 30)  # 随机噪声\n",
    "closing_prices = base_trend + noise\n",
    "\n",
    "# 创建DataFrame\n",
    "stock_data = pd.DataFrame({\n",
    "    'Date': dates,\n",
    "    'Close_Price': closing_prices\n",
    "})\n",
    "\n",
    "print(\"原始数据前5行：\")\n",
    "print(stock_data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4bb9f2d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: 请在此处实现均值平滑代码\n",
    "# 对stock_data['Close_Price']进行均值平滑，窗口大小为5\n",
    "# 将结果保存到新的列'Smooth_Price'中\n",
    "\n",
    "# 你的代码写在这里\n",
    "\n",
    "stock_data['Smooth_Price'] = stock_data['Close_Price'].rolling(window=3,min_periods=1).mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a00912ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "平滑效果统计：\n",
      "原始数据标准差: 5.73\n",
      "平滑数据标准差: 5.22\n",
      "波动减少: 8.9%\n"
     ]
    }
   ],
   "source": [
    "# 绘制对比图\n",
    "plt.rcParams['font.sans-serif'] = ['Songti SC']\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(stock_data['Date'], stock_data['Close_Price'], \n",
    "         label='原始价格', alpha=0.7, marker='o')\n",
    "plt.plot(stock_data['Date'], stock_data['Smooth_Price'], \n",
    "         label='平滑后价格', linewidth=2, color='red')\n",
    "plt.title('股票收盘价均值平滑效果对比')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('价格')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 统计信息对比\n",
    "print(\"\\n平滑效果统计：\")\n",
    "print(f\"原始数据标准差: {stock_data['Close_Price'].std():.2f}\")\n",
    "print(f\"平滑数据标准差: {stock_data['Smooth_Price'].std():.2f}\")\n",
    "print(f\"波动减少: {(1 - stock_data['Smooth_Price'].std()/stock_data['Close_Price'].std())*100:.1f}%\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "778b6c7c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python-learn",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
